A package for ontology-oriented programming in Python: load OWL 2.0 ontologies as Python objects, modify them, save them, and perform reasoning via HermiT. Includes an optimized RDF quadstore.
Project description
Owlready2 is a module for ontology-oriented programming in Python 3, including an optimized RDF quadstore.
Owlready2 can:
Import OWL 2.0 ontologies in NTriples, RDF/XML or OWL/XML format.
Export OWL 2.0 ontologies to NTriples or RDF/XML.
Manipulates ontology classes, instances and properties transparently, as if they were normal Python objects.
Add Python methods to ontology classes.
Perform automatic classification of classes and instances, using the HermiT reasoner.
Tested up to 100 millions of RDF triples (but can potentially support more).
In addition, the quadstore is compatible with the RDFlib Pyton module, which can be used to perform SPARQL queries.
Owlready has been created by Jean-Baptiste Lamy at the LIMICS reseach lab. It is available under the GNU LGPL licence v3. If you use Owlready in scientific works, please cite the following article:
Lamy JB. Owlready: Ontology-oriented programming in Python with automatic classification and high level constructs for biomedical ontologies. Artificial Intelligence In Medicine 2017;80:11-28
In case of troubles, questions or comments, please use this Forum/Mailing list: http://owlready.8326.n8.nabble.com
What can I do with Owlready2?
Load an ontology from a local repository, or from Internet:
>>> from owlready2 import * >>> onto_path.append("/path/to/your/local/ontology/repository") >>> onto = get_ontology("http://www.lesfleursdunormal.fr/static/_downloads/pizza_onto.owl") >>> onto.load()
Create new classes in the ontology, possibly mixing OWL constructs and Python methods:
>>> class NonVegetarianPizza(onto.Pizza): ... equivalent_to = [ ... onto.Pizza ... & ( onto.has_topping.some(onto.MeatTopping) ... | onto.has_topping.some(onto.FishTopping) ... ) ] ... def eat(self): print("Beurk! I'm vegetarian!")
Access ontology class, and create new instances / individuals:
>>> onto.Pizza pizza_onto.Pizza >>> test_pizza = onto.Pizza("test_pizza_owl_identifier") >>> test_pizza.has_topping = [ onto.CheeseTopping(), ... onto.TomatoTopping(), ... onto.MeatTopping () ]
Export to RDF/XML file:
>>> test_onto.save()
Perform reasoning, and classify instances and classes:
>>> test_pizza.__class__ onto.Pizza >>> # Execute HermiT and reparent instances and classes >>> sync_reasoner() >>> test_pizza.__class__ onto.NonVegetarianPizza >>> test_pizza.eat() Beurk! I'm vegetarian !
For more documentation, look at the doc/ directories in the source.
Changelog
version 1 - 0.2
Fix sync_reasonner and Hermit call under windows (thanks Clare Grasso)
version 1 - 0.3
Add warnings
Accepts ontologies files that do not ends with ‘.owl’
Fix a bug when loading ontologies including concept without a ‘#’ in their IRI
version 2 - 0.1
Full rewrite, including an optimized quadstore
version 2 - 0.2
Implement RDFXML parser and generator in Python (no longer use rapper or rdflib)
Property chain support
Add ntriples_diff.py utility
Bugfixes: - Fix breaklines in literal when exporting to NTriples
version 2 - 0.3
Add destroy_entity() global function
Greatly improve performance for individual creation
When searching, allow to use “*” as a jocker for any object
Bugfixes: - Fix nested intersections and unions - Fix boolean - Fix bug when removing parent properties - Fix parsing of rdf:ID - Fix multiple loading of the same ontology whose IRI is modified by OWL file, using an ontology alias table - Fix ClassConstruct.subclasses() - Check for properties with multiple incompatible classes (e.g. ObjectProperty and Annotation Property)
version 2 - 0.4
Add methods for querying the properties defined for a given individuals, the inverse properties and the relation instances (.get_properties(), .get_inverse_properties() and .get_relations())
Add .indirect() method to obtain indirect relations (considering subproperties, transivitity, symmetry and reflexibity)
search() now takes into account inheritance and inverse properties
search() now accepts ‘None’ for searching for entities without a given relation
Optimize ontology loading by recreating SQL index from scratch
Optimize SQL query for transitive quadstore queries, using RECURSIVE Sqlite3 statements
Optimize SQL query for obtaining the number of RDF triples (ie len(default_world.graph))
Add Artificial Intelligence In Medicine scientific article in doc and Readme
Bugfixes: - Fix properties loading when reusing an ontology from a disk-stored quadstore - Fix _inherited_property_value_restrictions() when complement (Not) is involved - Fix restrictions with cardinality - Fix doc on AllDisjoint / AllDifferent
version 2 - 0.5
Add individual/instance editor (require EditObj3, still largely untested)
Add support for hasSelf restriction
Optimize XML parsers
Check for cyclic subclass of/subproperty of, and show warning
PyPy 3 support (devel version of PyPy 3)
Bugfixes: - Fix search() for ‘*’ value on properties with inverse - Fix individual.annotation = “…” and property.annotation = “…” - Fix PlainLiteral annotation with no language specified - Fix doc for Creating classes dynamically - Fix loading ontologies with python_name annotations - Fix _inherited_property_value_restrictions when multiple is-a / equivalent-to are present - Align Python floats with xsd:double rather than xsd:decimal - Rename module ‘property’ as ‘prop’, to avoid name clash with Python’s ‘property()’ type
version 2 - 0.6
Add set_datatype_iri() global function for associating a Python datatype to an IRI
Add nquads ontology format (useful for debugging)
Add support for dir() on individuals
Add support for ontology using https: protocol (thanks Samourkasidis Argyrios)
Add observe module (for registering callback when the ontology is modified)
Improve docs
Bugfixes: - Align Python floats with xsd:decimal rather than xsd:double, finally, because decimal accepts int too - Fix Class.instances() so as it returns instances of subclasses (as indicated in the doc) - Fix direct assignation to Ontology.imported_ontologies - Fix a bug in reasoning, when adding deduced facts between one loaded and one non-loaded entity
version 2 - 0.7
Bugfixes: - Restore HermiT compiled with older Java compilator (higher compatibility)
version 2 - 0.8
Bugfixes: - REALLY restore HermiT compiled with older Java compilator (higher compatibility) - Fix search(prop = “value”) when value is a string and the ontology uses localized string
Links
Owlready2 on BitBucket (development repository): https://bitbucket.org/jibalamy/owlready2
Owlready2 on PyPI (Python Package Index, stable release): https://pypi.python.org/pypi/Owlready2
Documentation: http://owlready2.readthedocs.io/
Forum/Mailing list: http://owlready.8326.n8.nabble.com
Contact “Jiba” Jean-Baptiste Lamy:
<jean-baptiste.lamy *@* univ-paris13 *.* fr> LIMICS University Paris 13, Sorbonne Paris Cite Bureau 149 74 rue Marcel Cachin 93017 BOBIGNY FRANCE
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